{"id":"W2494622467","doi":"10.1117/12.2233711","title":"Thirty Meter Telescope narrow-field infrared adaptive optics system real-time controller prototyping results","year":2016,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"Wavefront sensor; Wavefront; Computer science; Adaptive optics; Ethernet; Laser guide star; Computer hardware; Controller (irrigation); Telescope; Deformable mirror; Optics; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002117949,0.0005851173,0.000276847,0.0007233812,0.0002909678,0.0009166992,0.001271558,0.0003611011,0.01151428],"category_scores_gemma":[0.003584408,0.0002109693,0.0003007577,0.0002911734,0.0003223237,0.0006753652,0.00053775,0.0006492485,0.002184014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009697843,"about_ca_system_score_gemma":0.001013833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00192235,"about_ca_topic_score_gemma":0.001866881,"domain_scores_codex":[0.9979929,0.0001993698,0.00008829137,0.0001617555,0.001312345,0.0002454131],"domain_scores_gemma":[0.9971456,0.0004569476,0.0001542763,0.0003221893,0.001616149,0.0003047972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002209977,0.0006922703,0.008587809,0.0008066038,0.0001088772,0.001393799,0.001387627,0.08902304,0.6400872,0.01051433,0.02986866,0.2153198],"study_design_scores_gemma":[0.0003417439,0.004081938,0.01662106,0.0001046467,0.00006824033,0.000905567,0.000449135,0.2728118,0.6046163,0.001333028,0.09846593,0.0002006774],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6877511,0.000547338,0.2334942,0.0005868785,0.0004346902,0.001858352,0.002401014,0.01574667,0.05717986],"genre_scores_gemma":[0.7995283,0.0001680174,0.177976,0.0001242019,0.00002551544,0.0005269229,0.001570776,0.001301329,0.01877889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01151428,"threshold_uncertainty_score":0.03851908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01056132004131273,"score_gpt":0.2179388132511159,"score_spread":0.2073774932098032,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}